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Its test suite passed six out of six. Then I pointed it at thirteen real crash reports from my own server and it got three of eight. I asked Claude to build and ship a commercial product with as little help from me as possible — write the code, write the tests, set up the storefront, publish it.
Your agent just told you it sent the proposal. The tool call came back with an id, the trace shows a clean green step, and the customer never got the email. That gap is small and quiet, and it is the thing underneath a loud week.
David Hewitt shares a status update, first module, and potential acceptance criteria for the Rust for CPython project
The B2B market shifted completely. Local business owners don't care about simple landing pages anymore—they care about cutting operational costs. If you can connect ChatGPT to a local business's CRM using Make.com, you can easily charge a $2,000/mo retainer. The best part?
A year ago I wrote about building a tiny AI agent that uses MCP tools. It’s still the most-read thing I’ve published.
I left a comment on a Medium piece a few weeks ago about agentic graph engineering across 82.8 million edges, the one about catching hidden vulnerabilities by walking task graphs, capability graphs, and run graphs instead of asking an LLM to reason over the whole mess.
Friday afternoons. For years, they’ve been synonymous with one thing for me: the weekly project update compilation. You know the drill: trawl through Jira tickets, peek at Confluence pages, copy-paste snippets, and then try to condense a week’s worth of chaos into a few palatable bullet points for…
This is the Python material that does not get left behind. Almost none of it is replaced by a framework later. Learn it, and keep this cheat sheet close by as a handy reference.
As web scraping becomes more complex, the tools we use to navigate that complexity need to become smarter. I recently took some time to explore how Claude skills can be integrated into a web scraping workflow.
On Tuesday you and your agent spent twenty minutes deciding not to keep sessions in Redis: the team would rather run one less service, and Postgres already handles the load. On Friday, in a new conversation, the same agent suggests moving sessions to Redis. It is not being stubborn.
Pascal’s Triangle, Explained From ScratchContinue reading on Towards AI »
Every batch job I run against LLM APIs used to cost the same at 2 a.m. as at 2 p.m. Then I started routing workloads through a unified gateway that charges different rates at different hours, and my overnight evaluation runs dropped to half the token cost — without touching a single prompt.
Sidekick Part 2: grounding beats instructions — facts injected before the model sees the prompt Small local models have a habit nobody warns you about: they ignore system-prompt rules.
Docling takes documents in whatever inconsistent format they arrive in, and converts them into one unified, structured representation that both people and AI systems can work with reliably, rather than everyone downstream having to guess at what a wall of extracted text actually meant.
A theoretical advantage that didn't survive contact with a real benchmark. The post Autoencoders vs. PCA: I Rigged the Test and PCA Still Won appeared first on Towards Data Science.
DIf you're a developer dreaming of working abroad in the UK, USA, Canada, or Australia, you’ve probably hit this wall: You spend 3 hours going through a coding challenge, ace the recruiter screen, and then hear: "Sorry, we only consider candidates who already have full right to work without…
Hi everyone, I am the release manager of django-modern-rest :) django-modern-rest 0.16.0 is out! Is this your first time that you hear about this project? django-modern-rest is a fully typed / fast / flexible / async-ready framework to create REST APIs for Django.
Get work done, and have seconds added back to your life since you won't be writing second, third or — *gasp!* — fourth line follow-ups to your impeccable typed line numero uno.
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